{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1e7210d6-0e76-4e51-bcac-a9753e21331a",
   "metadata": {},
   "source": [
    "# Example2 - Real data set"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fecbe89",
   "metadata": {},
   "source": [
    "In this second example we will explore more functionalities of the module with a dataset from a real building. The data was collected during a dynamic identification campaign conducted in 2019 and contains 6 channels of acceleration data sampled at 100 Hz. For more info about the instrumentation used and the building itself refer to **[APTF20](#ref-1)**..\n",
    "\n",
    "First of all we import the necessary modules.\n",
    "Then we import the dataset we want to analyse and assign it to a variable.\n",
    "All the files needed to run this example are available [here](https://github.com/dagghe/pyOMA-test-data/tree/main/test_data/palisaden)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5772675d-f285-4935-8256-1c819f50604c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:23:53,649 - pyoma2.support.utils.sample_data - INFO - Downloading Palisaden_dataset.npy from GitHub... (sample_data:38)\n",
      "2025-06-09 12:23:59,921 - pyoma2.support.utils.sample_data - INFO - Downloaded Palisaden_dataset.npy successfully. (sample_data:47)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from pyoma2.algorithms import FSDD, SSI, pLSCF\n",
    "from pyoma2.setup import SingleSetup\n",
    "from pyoma2.support.utils.sample_data import get_sample_data\n",
    "\n",
    "# load example dataset for single setup\n",
    "data = np.load(get_sample_data(filename=\"Palisaden_dataset.npy\", folder=\"palisaden\"), allow_pickle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af59353b-4b43-417a-83eb-1e85362cc2bb",
   "metadata": {
    "tags": []
   },
   "source": [
    " Now we can proceed to instantiate the ```SingleSetup``` class, passing the dataset and the sampling frequency as parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ca2b6758-9d51-421e-85d3-24482d8a4570",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# create single setup\n",
    "Pali_ss = SingleSetup(data, fs=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67a32eaf-a301-4ea4-bb58-38390a69d921",
   "metadata": {},
   "source": [
    "If we want to be able to plot the mode shapes, once we have the results, we need to define the geometry of the structure.\n",
    "We have two different method available that offers unique plotting capabilities:\n",
    "* The first method ```def_geo1()``` enables users to visualise mode shapes with arrows that represent the placement, direction, and magnitude of displacement for each sensor.\n",
    "* The second method ```def_geo2()``` allows for the plotting and animation of mode shapes, with sensors mapped to user defined points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "87ffdfb6-031b-4d45-aa55-294e198cc63d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:23:59,965 - pyoma2.support.utils.sample_data - INFO - Downloading Geo1.xlsx from GitHub... (sample_data:38)\n",
      "2025-06-09 12:24:00,274 - pyoma2.support.utils.sample_data - INFO - Downloaded Geo1.xlsx successfully. (sample_data:47)\n",
      "2025-06-09 12:24:00,275 - pyoma2.support.utils.sample_data - INFO - Downloading Geo2.xlsx from GitHub... (sample_data:38)\n",
      "2025-06-09 12:24:00,511 - pyoma2.support.utils.sample_data - INFO - Downloaded Geo2.xlsx successfully. (sample_data:47)\n"
     ]
    }
   ],
   "source": [
    "_geo1 =  get_sample_data(filename=\"Geo1.xlsx\", folder=\"palisaden\")\n",
    "_geo2 =  get_sample_data(filename=\"Geo2.xlsx\", folder=\"palisaden\")\n",
    "\n",
    "Pali_ss.def_geo1_by_file(_geo1)\n",
    "Pali_ss.def_geo2_by_file(_geo2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d2c5cce-b6b8-43b5-abc6-7b338c64f849",
   "metadata": {},
   "source": [
    "Once we have defined the geometry we can show it calling the ```plot_geo1()``` or ```plot_geo2()``` methods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "42b87234-7ab5-4fe5-b6a8-024fae56a9fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "663e4747d4a247f6acdc3e0d129ab0dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Widget(value='<iframe src=\"http://localhost:57044/index.html?ui=P_0x1679dd760_0&reconnect=auto\" class=\"pyvista…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the geometry (geometry1)\n",
    "fig, ax = Pali_ss.plot_geo1()\n",
    "# (geometry2) with pyvista\n",
    "_ = Pali_ss.plot_geo2(scaleF=2, notebook=True)\n",
    "# (geometry2) with matplotlib\n",
    "_, _ = Pali_ss.plot_geo2_mpl(scaleF=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "256d0802-4700-4db4-90e3-ad5ad07deac3",
   "metadata": {},
   "source": [
    "We can plot all the time histories of the channels calling the ```plot_data()``` method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "162ff767-dc1b-462f-8adb-5e3a0465bbed",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the Time Histories\n",
    "_, _ = Pali_ss.plot_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6205e72d-84c3-48c9-90c0-f283a3614b25",
   "metadata": {},
   "source": [
    "We can also get more info regarding the quality of the data for a specific channel calling the ```plot_ch_info()``` method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "100e4b09-a547-416c-bde5-ff4e29186d5f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot TH, PSD and KDE of the (selected) channels\n",
    "_, _ = Pali_ss.plot_ch_info(ch_idx=[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "648ca292-e924-4798-9c10-0f8711e9e4aa",
   "metadata": {
    "tags": []
   },
   "source": [
    "As we can see from the auto correlation there's a low frequency component in the data. \n",
    "\n",
    "Other than the ```detrend_data()``` and ```decimate_data()``` methods there's also a ```filter_data()```\n",
    "method that can help us here. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a562b5a6-9e13-41ed-b1a9-80b9bc662777",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Detrend and decimate\n",
    "#Pali_ss.detrend_data()\n",
    "Pali_ss.filter_data(Wn=(0.2), order=8, btype=\"highpass\")\n",
    "Pali_ss.decimate_data(q=5)\n",
    "_, _ = Pali_ss.plot_ch_info(ch_idx=[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1083d2d-b2a6-4c22-b81c-c7eaceeaaca2",
   "metadata": {
    "tags": []
   },
   "source": [
    "We need now to instantiate the algorithms that we want to run, e.g. ```FSDD``` and ```SSIcov```. The algorithms must then be added to the setup class using the\n",
    "```add_algorithms()``` method.\n",
    "Thereafter, the algorithms can be executed either individually using the ```run_by_name()``` method or collectively with ```run_all()```."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0172000b-f676-4371-bec5-4f639700857d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:24:03,169 - pyoma2.setup.base - INFO - Running SSIcov... (base:123)\n",
      "2025-06-09 12:24:03,170 - pyoma2.functions.ssi - INFO - Assembling Hankel matrix method: cov... (ssi:89)\n",
      "2025-06-09 12:24:03,363 - pyoma2.functions.ssi - INFO - ... calculating cov(H)... (ssi:100)\n",
      "2025-06-09 12:24:03,484 - pyoma2.functions.ssi - INFO - SSI for increasing model order... (ssi:462)\n",
      "100%|██████████| 26/26 [00:00<00:00, 19335.44it/s]\n",
      "2025-06-09 12:24:03,510 - pyoma2.functions.ssi - INFO - ... propagating uncertainty... (ssi:590)\n",
      "100%|██████████| 25/25 [00:00<00:00, 37.91it/s]\n",
      "2025-06-09 12:24:04,171 - pyoma2.functions.ssi - INFO - Calculating modal parameters for increasing model order... (ssi:628)\n",
      "100%|██████████| 26/26 [00:00<00:00, 43.75it/s] \n",
      "2025-06-09 12:24:04,812 - pyoma2.setup.base - INFO - Running FSDD... (base:123)\n",
      "2025-06-09 12:24:04,869 - pyoma2.setup.base - INFO - Running polymax... (base:123)\n",
      "100%|██████████| 30/30 [00:00<00:00, 30.62it/s]\n"
     ]
    }
   ],
   "source": [
    "# Initialise the algorithms\n",
    "fsdd = FSDD(name=\"FSDD\", nxseg=1024, method_SD=\"cor\")\n",
    "ssicov = SSI(name=\"SSIcov\", method=\"cov\", br=30, ordmax=50, calc_unc=True, step=2)\n",
    "plscf = pLSCF(name=\"polymax\", ordmax=30)\n",
    "\n",
    "# Overwrite/update run parameters for an algorithm\n",
    "fsdd.run_params = FSDD.RunParamCls(nxseg=2048, method_SD=\"per\", pov=0.5)\n",
    "\n",
    "# Add algorithms to the single setup class\n",
    "Pali_ss.add_algorithms(ssicov, fsdd, plscf)\n",
    "\n",
    "# Run all or run by name\n",
    "Pali_ss.run_by_name(\"SSIcov\")\n",
    "Pali_ss.run_by_name(\"FSDD\")\n",
    "Pali_ss.run_by_name(\"polymax\")\n",
    "# Pali_ss.run_all()\n",
    "\n",
    "# save dict of results\n",
    "ssi_res = ssicov.result.model_dump()\n",
    "fsdd_res = dict(fsdd.result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36461cf1-9956-43cb-aa10-b709ff5c67c8",
   "metadata": {},
   "source": [
    "We can now plot some of the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0f957e31-02ab-4433-8414-81926c9eef45",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot Singular values of PSD\n",
    "_, _ = fsdd.plot_CMIF(freqlim=(1,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "201b515d-0fb3-42e7-8c38-06af1ac1eddd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot Stabilisation chart for SSI\n",
    "_, _ = ssicov.plot_stab(freqlim=(1,4), hide_poles=False, spectrum=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "603bb370-5c37-4282-afa5-29fceb158515",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot frequecy-damping clusters for SSI\n",
    "_, _ = ssicov.plot_freqvsdamp(freqlim=(1,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9e988ee5-d5b0-475a-bb52-50e06e9b7e75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot Stabilisation chart for pLSCF\n",
    "_, _ = plscf.plot_stab(freqlim=(1,4), hide_poles=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3252709c-1639-43e6-b173-c3351a382869",
   "metadata": {
    "tags": []
   },
   "source": [
    "We are now ready to extract the modal properties of interest either from the interactive plots using the ```mpe_from_plot()``` method or using the ```mpe()``` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5c59731a-068a-4972-b15c-2e5cff9c94eb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:24:06,803 - pyoma2.setup.base - INFO - Getting mpe modal parameters from SSIcov (base:149)\n",
      "2025-06-09 12:24:06,820 - pyoma2.functions.ssi - INFO - Extracting SSI modal parameters (ssi:1036)\n",
      "100%|██████████| 3/3 [00:00<00:00, 15887.52it/s]\n"
     ]
    }
   ],
   "source": [
    "# Select modes to extract from plots\n",
    "# Pali_ss.mpe_from_plot(\"SSIcov\", freqlim=(1,4))\n",
    "\n",
    "# or directly\n",
    "Pali_ss.mpe(\"SSIcov\", sel_freq=[1.88, 2.42, 2.68], order_in=20)\n",
    "\n",
    "# update dict of results\n",
    "ssi_res = dict(ssicov.result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "534397fd-3584-4c17-b81b-f5327a46803b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-09 12:24:06,838 - pyoma2.setup.base - INFO - Getting mpe modal parameters from FSDD (base:149)\n",
      "2025-06-09 12:24:06,851 - pyoma2.functions.fdd - INFO - Extracting FDD modal parameters (fdd:285)\n",
      "100%|██████████| 3/3 [00:00<00:00, 22389.52it/s]\n",
      "2025-06-09 12:24:06,892 - pyoma2.functions.fdd - INFO - EFDD extraction complete. (fdd:565)\n"
     ]
    }
   ],
   "source": [
    "# Select modes to extract from plots\n",
    "# Pali_ss.mpe_from_plot(\"FSDD\", freqlim=(1,4), MAClim=0.95)\n",
    "\n",
    "# or directly\n",
    "Pali_ss.mpe(\"FSDD\", sel_freq=[1.88, 2.42, 2.68], MAClim=0.95)\n",
    "\n",
    "# update dict of results\n",
    "fsdd_res = dict(fsdd.result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ed67412-745a-40b3-b9a3-1f7d63efd6dd",
   "metadata": {},
   "source": [
    "We can compare the results from the two methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f8086c84-b4ec-4895-9809-04663f6090bd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.88201931, 2.42169542, 2.68703719])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssicov.result.Fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "22be622d-4fd8-4912-ae49-32896d389bd0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.87664321, 2.42224461, 2.68230238])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fsdd.result.Fn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69d4051c-af8d-4e38-bb37-6bb2740ece18",
   "metadata": {},
   "source": [
    "And finally we can plot and/or animate the mode shapes extracted from the analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d8f30664-1821-47b8-93cf-e6c78c2631c9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MODE SHAPES PLOT\n",
    "# Plot mode 2 (geometry 1)\n",
    "_, _ = Pali_ss.plot_mode_geo1(algo_res=fsdd.result, mode_nr=2, view=\"3D\", scaleF=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "90ba64f1-3385-42ee-b214-b1fcc531d2fa",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Animate mode 1 (geometry 2)\n",
    "_ = Pali_ss.anim_mode_geo2(\n",
    "    algo_res=ssicov.result, mode_nr=1, scaleF=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a5df13d-8450-4bdb-9efd-055ae0833e6a",
   "metadata": {},
   "source": [
    "It is also possible to save and load the results to a pickled file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7eb9c29a-75a0-4581-b625-024ff0b5b123",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import pathlib\n",
    "# Add the directory we executed the script from to path:\n",
    "sys.path.insert(0, os.path.realpath('__file__'))\n",
    "\n",
    "from pyoma2.functions.gen import save_to_file, load_from_file\n",
    "\n",
    "# Save setup\n",
    "save_to_file(Pali_ss, pathlib.Path(r\"./test.pkl\"))\n",
    "\n",
    "# Load setup \n",
    "pali2: SingleSetup = load_from_file(pathlib.Path(r\"./test.pkl\"))\n",
    "\n",
    "# plot from loded instance\n",
    "_, _ = pali2.plot_mode_geo2_mpl(\n",
    "    algo_res=fsdd.result, mode_nr=1, view=\"3D\", scaleF=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c0a5863b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# delete file\n",
    "os.remove(pathlib.Path(r\"./test.pkl\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23ea8bfe-a527-42b9-8068-d1d89210b425",
   "metadata": {},
   "source": [
    "## References\n",
    "<a id=\"ref-1\"></a>[APTF20] Aloisio, A., Pasca, D., Tomasi, R., & Fragiacomo, M. (2020). Dynamic identification and model updating of an eight-storey CLT building. Engineering Structures, 213, 110593."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
